Beyond RAG: Implementing Agent Search with LangGraph for Smarter Knowledge Retrieval
Beyond RAG: Implementing Agent Search with LangGraph for Smarter Knowledge Retrieval
OpenSource Question-Answering System. Ask questions in natural language and get back answers backed by private sources such as Slack, GitHub, Confluence, etc.
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Agent Search is live today! https://lnkd.in/g5RjsXMQ Traditional search stops at documents. Agent Search goes further: ✅ Breaks down complex questions into sub-queries ✅ Synthesizes insights from multiple sources ✅ Delivers contextual, actionable answers
We just shipped AI Agents for deep research over all your company’s knowledge. After talking to users, we’ve discovered two main problems with the existing solutions. 1. The times when users need a search tool the most, they don’t know how to describe the documents in the perfect terms for a single search to be able to find it. 2. Many of the more interesting questions at work don’t break down into a simple search. For example, if I want to compare the sales process done for two customers, I need to deeply research the process for each and the resulting outcomes. So we’ve built an open source deep research system over all connected sources (think Google Drive, Slack, Salesforce, Confluence, etc.) that can break down the user’s question and iteratively dive deeper into the directions that it finds promising as it’s researching. And it doesn’t just stop there. Onyx's AI agent analyzes its own chain-of-thought and answers to ensure that there are no unsupported claims, contradictions, or missing parts in the final answer. Watch me walk through the feature below 👇
Onyx AI reposted this
Strongly agree! Open source does always win in the tech industry. If you want to try the open source, LLM-native, enterprise search platform check out our repo here: https://lnkd.in/gBt53ixf.
Onyx AI reposted this
Very proud to present the main project I've worked on at @onyx over the last few weeks: Agent Search! (blog: https://lnkd.in/eUjSqDB5) Agent Search builds on our existing RAG approach by decomposing your question, validating the LLM responses, using key extracted entities to refine the search, and much more. Anyone can self-host our open-source repo (https://lnkd.in/eCDD-AzS) try it out, all you need is access to an LLM! #OnyxSearch
Dig deeper to see how we build the Agent Search using LangGraph! We break down complex questions into sub-questions, refine answers, and deliver richer context. Our LangGraph-powered flow looks complex, but the results speak for themselves! https://lnkd.in/eMuyq4Tm #OnyxSearch, #AIAgents, #DeepResearch
Beyond RAG: Implementing Agent Search with LangGraph for Smarter Knowledge Retrieval
Don't worry if you've missed Onyx and Unstructured webinar this morning, we got you! Check the recording: https://lnkd.in/guTTBr7i
Join the webinar: "How to securely deploy AI Assistants over all your unstructured data" by Unstructured and Onyx at 10am PST tomorrow!
Join Unstructured and Onyx this time tomorrow for a webinar: "How to securely deploy AI Assistants over all your unstructured data" In our hands on session, Nina Lopatina, Developer Relations Engineer at Unstructured, and Yuhong Sun, Co-founder of Onyx AI, will be taking you through transforming unstructured data into actionable insights while maintaining security and empowering your teams. Registration: https://lnkd.in/gQzMGhW6
If you’re already using DeepSeek (or want to), let’s show you how Onyx makes it 10x more useful: What if you could use it directly with your internal docs, apps, and workflows? That’s Onyx AI: ✅ DeepSeek’s brain + your data: Ask complex questions on sensitive corporate info. ✅ No more copy-paste hell: Onyx connects to your Apps today, so DeepSeek can work where your data already lives. ✅ Open source, zero lock-in: your Onyx stack is owned and controlled by you. 🚀 “Finally, an AI that understands our business—not just generic prompts.” 👉 Try Onyx Free Or book a demo to see it in action today: https://www.onyx.app/ #DeepSeek #EnterpriseAI #OnyxAI
Onyx AI reposted this
A month ago, I started a series of podcasts with YC founders from my batch. Since we’re already in touch and chat often, I’ve seen firsthand the great momentum in their companies. I invited them to discuss GTM strategies on the podcast. For the first episode, I chatted with our awesome friend Yuhong Sun from DanswerAI for 20 minutes. I’m also considering an idea: recording the journey of YC companies that I chat with every six months, maybe eventually creating a documentary to show how some of the greatest companies were born in their early days. Check the entire episode in the comment. 👉
So excited to have Hagen O’Neill on the team! Not only is Hagen a former founder bringing incredible engineering and product skills to the team, he also elevates our average League of Legends rank to now above 0.0005% 🤣. As a self taught DL/RL enthusiast, Hagen has improved the recall at 1 of our RAG pipeline by a whopping 6%!